elmilady retweeted
Opus 5.5 is learning meta- and post-irony in 11 languages.
Every frame drawn in JavaScript using Katagami MCP art styles and design languages.
Lyrics: @claudeai (with my gentle guidance and encouragement), music: @suno.
Cameo: the man of the hour himself @Muse
MemeBench in ARC-AGI-4 @fchollet?
@alexandr_wang Jolly vynil plush merch when?
elmilady retweeted
Claude 5.5 Opus responding to “AI is a normal technology” is still the best AI-created video I have ever seen
Digital preservation for me but not for thee!
btw anthropic's internal document on this literally said "we don't want it to be known that we are working on this.”
it was called project panama.
here's exactly what happened:
1: anthropic concluded that books were the cheapest way to build a world-class model because they gave claude curated facts, structured arguments, compelling stories, and writing “an editor would approve of.”
2: once anthropic decided it needed books at enormous scale, its first solution was piracy.
it downloaded 7m+ books from online libraries including libgen. the judge later wrote that although anthropic had legal ways to buy them, it chose piracy to avoid what dario amodei called the “legal/practice/business slog.”
3: that piracy created a massive legal risk.
so in february 2024, anthropic hired tom turvey, the former head of partnerships for google books, to find a legally safer way of obtaining “all the books in the world.”
4: turvey first contacted major publishers about licensing their catalogs.
those attempts didn’t produce agreements, so anthropic chose a route that required no publisher permission: buying millions of physical books through distributors and used-book retailers.
5: within about a year, anthropic spent tens of millions acquiring and scanning millions of books, including many rare and 1/1 titles. one vendor proposal targeted 500,000 to 2 million books in six months.
6: to scan that many books within months, the vendors physically dismantled them.
a hydraulic cutter removed each spine. the pages were trimmed to size, fed as loose sheets through high-speed industrial scanners, and converted into searchable PDFs. the paper remains were then sent for recycling.
7: these PDFs were fed into claude as training data.
the complete collection became a private, searchable anthropic library that the company planned to “store forever.” the scans aren’t available to the public and were never open-sourced.
elmilady retweeted
btw anthropic's internal document on this literally said "we don't want it to be known that we are working on this.”
it was called project panama.
here's exactly what happened:
1: anthropic concluded that books were the cheapest way to build a world-class model because they gave claude curated facts, structured arguments, compelling stories, and writing “an editor would approve of.”
2: once anthropic decided it needed books at enormous scale, its first solution was piracy.
it downloaded 7m+ books from online libraries including libgen. the judge later wrote that although anthropic had legal ways to buy them, it chose piracy to avoid what dario amodei called the “legal/practice/business slog.”
3: that piracy created a massive legal risk.
so in february 2024, anthropic hired tom turvey, the former head of partnerships for google books, to find a legally safer way of obtaining “all the books in the world.”
4: turvey first contacted major publishers about licensing their catalogs.
those attempts didn’t produce agreements, so anthropic chose a route that required no publisher permission: buying millions of physical books through distributors and used-book retailers.
5: within about a year, anthropic spent tens of millions acquiring and scanning millions of books, including many rare and 1/1 titles. one vendor proposal targeted 500,000 to 2 million books in six months.
6: to scan that many books within months, the vendors physically dismantled them.
a hydraulic cutter removed each spine. the pages were trimmed to size, fed as loose sheets through high-speed industrial scanners, and converted into searchable PDFs. the paper remains were then sent for recycling.
7: these PDFs were fed into claude as training data.
the complete collection became a private, searchable anthropic library that the company planned to “store forever.” the scans aren’t available to the public and were never open-sourced.
🦔AI companies are bulk-buying rare books, scanning them through high-speed machines that cut the spines off, and shredding the originals. A service called ISBNdb facilitates orders of up to a million books and keeps buyers anonymous. Pre-2022 books are premium because they're free of AI-generated text. A federal judge ruled the practice is fair use because eliminating the original means only one copy exists at a time. Anthropic hired the former head of Google Books partnerships to obtain "all the books in the world."
My Take
This got to me. A bookseller told 404 Media that rare books with almost no surviving copies are being fed into this pipeline. Books that survived wars, fires, and centuries of handling are being shredded so an AI can learn to write a better marketing email.
ISBNdb's website literally says "'AI company destroys two million books' is not a headline that generates sympathy," and they still built an entire business around making it happen quietly. They offer NDAs as a feature. They coach clients to call it "digital preservation."
I've covered AI companies scraping the internet, torrenting libraries, and stealing music. This is worse because it's irreversible. You can re-upload a website. You can reprint a bestseller. You can't replace the last three copies of an 18th-century botanical text once someone shreds them for training data. And the judge said it's legal. So it's going to accelerate.
"We shred rare books and offer NDAs so nobody finds out" is a legitimate business model in 2026. What a timeline.
Hedgie🤗
elmilady retweeted
BANKS ARE FREAKING OUT OVER STABLECOIN YIELDS 😱
Paul Barron translates the JP Morgan earnings call with Matt Hougan of Bitwise.
The core of the issue isn't just competition; it's a fundamental threat to how banks make money. 🏦
💸 The Math: If a consumer can move their money from a bank account paying 0.1% to a digital dollar (stablecoin) paying 4%, they will.
📊 The Scale: The U.S. Treasury and banking groups estimate that widespread adoption could drain up to $6.6 trillion from the traditional banking system. This is a "nightmare scenario" for banks because it creates a massive funding hole.
📝 The GENIUS Act Loophole: Banks are furious because crypto exchanges (like @coinbase) and other third parties are still paying "rewards" to users who hold stablecoins. Banks argue these "rewards" are just interest by another name, allowing crypto to bypass the rules banks have to follow.
elmilady retweeted
THIS IS WILD:
🇺🇸 SEC Chair Paul Atkins:
"All U.S. markets will be on chain within two years.”
elmilady retweeted
Ethereum itself must pass the walkaway test.
Ethereum is meant to be a home for trustless and trust-minimized applications, whether in finance, governance or elsewhere. It must support applications that are more like tools - the hammer that once you buy it's yours - than like services that lose all functionality once the vendor loses interest in maintaining them (or worse, gets hacked or becomes value-extractive). Even when applications do have functionality that depends on a vendor, Ethereum can help reduce those dependencies as much as possible, and protect the user as much as possible in those cases where the dependencies fail.
But building such applications is not possible on a base layer which itself depends on ongoing updates from a vendor in order to continue being usable - even if that "vendor" is the all core devs process. Ethereum the blockchain must have the traits that we strive for in Ethereum's applications. Hence, Ethereum itself must pass the walkaway test.
This means that Ethereum must get to a place where we _can ossify if we want to_. We do not have to stop making changes to the protocol, but we must get to a place where Ethereum's value proposition does not strictly depend on any features that are not in the protocol already.
This includes the following:
* Full quantum-resistance. We should resist the trap of saying "let's delay quantum-resistance until the last possible moment in the name of ekeing out more efficiencies for a while longer". Individual users have that right, but the protocol should not. Being able to say "Ethereum's protocol, as it stands today, is cryptographically safe for a hundred years" is something we should strive to get to as soon as possible, and insist on as a point of pride.
* An architecture that can expand to sufficient scalability. The protocol needs to have the properties that allow it to expand to many thousands of TPS over time, most notably ZK-EVM validation and data sampling through PeerDAS. Ideally, we get to a point where further scaling is done through "parameter only" changes - and ideally _those_ changes are not BPO-style forks, but rather are made with the same validator voting mechanism we use for the gas limit.
* A state architecture that can last decades. This means deciding, and implementing, whatever form of partial statelessness and state expiry will let us feel comfortable letting Ethereum run with thousands of TPS for decades, without breaking sync or hard disk or I/O requirements. It also means future-proofing the tree and storage types to work well with this long-term environment.
* An account model that is general-purpose (this is "full account abstraction": move away from enshrined ECDSA for signature validation)
* A gas schedule that we are confident is free of DoS vulnerabilities, both for execution and for ZK-proving
* A PoS economic model that, with all we have learned over the past half decade of proof of stake in Ethereum and full decade beyond, we are confident can last and remain decentralized for decades, and supports the usefulness of ETH as trustless collateral (eg. in governance-minimized ETH-backed stablecoins)
* A block building model that we are confident will resist centralization pressure and guarantee censorship resistance even in unknown future environments
Ideally, we do the hard work over the next few years, to get to a point where in the future almost all future innovation can happen through client optimization, and get reflected in the protocol through parameter changes. Every year, we should tick off at least one of these boxes, and ideally multiple. Do the right thing once, based on knowledge of what is truly the right thing (and not compromise halfway fixes), and maximize Ethereum's technological and social robustness for the long term.
Ethereum goes hard.
This is the gwei.
elmilady retweeted
“Ethereum was not created to make finance efficient or apps convenient. It was created to set people free”
This was an important - and controversial - line from the Trustless Manifesto ( trustlessness.eth.limo ), and it is worth revisiting it and better understanding what it means.
“efficient” and “convenient” have the connotation of improving the average case, in situations where it’s already pretty good. Efficiency is about telling the world's best engineers to put their souls into reducing latency from 473 ms to 368ms, or increasing yields from 4.5% APY to 5.3% APY. Convenience is about people making one click instead of three, and reducing signup times from 1 min to 20 sec.
These things can be good to do. But we must do them under the understanding that we will never be as good at this game as the Silicon Valley corporate players. And so the primary underlying game that Ethereum plays must be a different game. What is the game? Resilience.
Resilience is the game where it’s not about 4.5% APY vs 5.3% APY - rather, it’s about minimizing the chance that you get -100% APY.
Resilience is the game where if you become politically unpopular and get deplatformed, or if a the developers of your application go bankrupt or disappear, or if Cloudflare goes down, or if an internet cyberwar breaks out, your 2000ms latency continues to be 2000ms.
Resilience is the game where anyone, anywhere in the world will be able to access the network and be a first-class participant.
Resilience is sovereignty. Not sovereignty in the sense of lobbying to become a UN member state and shaking hands at Davos in two weeks, but sovereignty in the sense that people talk about "digital sovereignty" or "food sovereignty" - aggressively reducing your vulnerabilities to external dependencies that can be taken away from you on a whim. This is the sense in which the world computer can be sovereign, and in doing so make its users also sovereign.
This baseline is what enables interdependence as equals, and not as vassals of corporate overlords thousands of kilometers away.
This is the game that Ethereum is suited to win, and it delivers a type of value that, in our increasingly unstable world, a lot of people are going to need.
The fundamental DNA of web2 consumer tech is not suited to resilience. The fundamental DNA of _finance_ often spends considerable effort on resilience, but it is a very partial form of resilience, good at solving for some types of risks but not others.
Blockspace is abundant. Decentralized, permissionless and resilient blockspace is not. Ethereum must first and foremost be decentralized, permissionless and resilient block space - and then make that abundant.
elmilady retweeted
Welcome to 2026! Milady is back.
Ethereum did a lot in 2025: gas limits increased, blob count increased, node software quality improved, zkEVMs blasted through their performance milestones, and with zkEVMs and PeerDAS ethereum made its largest step toward being a fundamentally new and more powerful kind of blockchain (more on this later)
But we have a challenge: Ethereum needs to do more to meet its own stated goals. Not the quest of "winning the next meta" regardless of whether it's tokenized dollars or political memecoins, not arbitrarily convincing people to help us fill up blockspace to make ETH ultrasound again, but the mission:
To build the world computer that serves as a central infrastructure piece of a more free and open internet.
We're building decentralized applications. Applications that run without fraud, censorship or third-party interference. Applications that pass the walkaway test: they keep running even if the original developers disappear. Applications where if you're a user, you don't even notice if Cloudflare goes down - or even if all of Cloudflare gets hacked by North Korea. Applications whose stability transcends the rise and fall of companies, ideologies and political parties. And applications that protect your privacy. All this - for finance, and also for identity, governance and whatever other civilizational infrastructure people want to build.
These properties sound radical, but we must remember that a generation ago any wallet, kitchen appliance, book or car would fulfill every single one of them. Today, all of the above are by default becoming subscription services, consigning you to permanent dependence on some centralized overlord.
Ethereum is the rebellion against this.
To achieve this, it needs to be (i) usable, and usable at scale, and (ii) actually decentralized. This needs to happen at both (a) the blockchain layer, including the software we use to run and talk to the blockchain, and (b) the application layer. All of these pieces must be improved - they are already being improved, but they must be improved more.
Fortunately, we have powerful tools on our side - but we need to apply them, and we will.
Wishing everyone an exciting 2026.
Milady.
elmilady retweeted
This is what I worry Europe will get negatively polarized into: an ideology taking pride in a neat, sanitized online environment free of evil corporate and fascist pathogens.
I hope European govs do not go this way, and instead take a Pirate Party approach of user empowerment.
First, what's wrong with the tweet I'm quoting:
The idea that there should be "no space" for something you dislike is fundamentally a totalitarian and anti-pluralistic impulse. It's incompatible with being in an environment that you do not fully control.
This is especially true for categories that are subjective and controversial, because you end up trying to fully remove things you think are pathogens, when other people have good faith disagreements, and because you give yourself the maximalist goal of not even giving them breathing room, you create conflict and end up building the machinery of technocratic authoritarianism to impose your victory in the conflict.
So sorry, if you want to be a free society, you have to bite the bullet that some people, somewhere, will be selling things that you consider dangerous and saying things you consider disinformation and vicious lies.
What is the goal to shoot for?
You want to create an environment where those things don't dominate. This is the problem with twitter today: not that it's a safe space where 1000 people talk to each other in a corner about how heritage americans are the master race and putin is good or whatever, but that that crap gets shoved in our face on a mass scale, and the algorithms actively favor it.
The right metaphor is not castles and walls, but biological - think, why European forests don't have tropical lizards.
Having incentives for social media platforms to have less of those things instead of more is fundamentally reasonable, @audreyt has talked about how Taiwan has done something similar.
You also want to do this in a way where it's clear what the underlying principle is, so it's not a vehicle for imposing arbitrary and frequently changing expert-consensus agendas.
You also want to empower users, rather than working against them. People want to see and buy good things instead of bad things. Often the problem is that competition is too difficult in the current market. I actually supported the USB-C standardization mandate; it created more interoperability and thus improved competition and convenience. I would support incentivizing social platforms to be more open, and to be more transparent (eg. my proposal to require algorithms to be continuously published with a 1-2 year delay, with zk-proofs to ensure that the algorithm being used in real time exactly equals the one that gets published later)
Being able to better identify what messages are coming from what communities is also good, though I don't support the direction of banning anonymity of individual posters, rather I would want to see more macro-scale analytics, eg. seeing what communities are most strongly saying and amplifying content that semantically matches a particular idea; this can be done in privacy-preserving ways.
There is a real opportunity to reaffirm freedom of speech in a unique and different way, that emphasizes pluralism and pushes against unbalanced attempts to manipulate the discourse by individual powerful actors. We want to do this, not go down the dark path of having something that claims to support fundamental rights but actually is not trusted by anyone to be anything other than the fundamental right to follow the footsteps of a few technocratic experts.
𝗡𝗢 space for cyberbullying.
𝗡𝗢 space for dangerous products.
𝗡𝗢 space for hate speech.
𝗡𝗢 space for scams.
𝗬𝗘𝗦. With the Digital Services Act, what is illegal offline remains illegal online.
🔗 link.europa.eu/gbRf9h
elmilady retweeted
In 2026, I believe Ethereum’s Total Value Locked (TVL) will increase 10X. Why and how? 🧵
Views ≠ investment advice.
elmilady retweeted
I am re-reading the Trustlessness manifesto and I really like this part:
We who design protocols are stewards, not gatekeepers.
Our duty is not to build what is easiest, but what remains open and self-sovereign.
When complexity tempts us to centralize, we must remember: every line of convenience code can become a choke point.
When critics ask why our designs are complicated, we should ask them what — or whom — they are trusting instead.
If simplicity comes from trust, it is not simplicity. It is surrender.
Trustlessness costs computation, latency, and mental effort.
It buys resilience, longevity, neutrality, and freedom.
Trustlessness also requires viable incentives.
Systems must reward those who sustain them without turning them into gatekeepers.
A protocol that relies on unpaid altruism will decay.
A protocol that rewards control will centralize.
The only stable equilibrium is one where neutrality is profitable.






























